The "Laver Cup" is a Tennis Tournament organized each year, in the month of September, for a 3 days showdown of the world's top Tennis talents in the world, competing against one another. The "Laver Cup" pits six top European players against six of their counterparts from the rest of the World. One of the prime reasons to introduce the "Laver Cup" is to diversify, advocate and market the sport of Tennis to the entire world and also to lesser famous Tennis destinations of the world, where the sport is not a top event of the city. In a similar vein, the location of the "Laver Cup" rotates between Europe and rest of the world cities, each year. The "Laver Cup" was brought to life in 2017 and has been a mega-success since its inception. The Cup was inaugurated in Prague, Czech Republic in 2017, it then travelled to the US for the 1st time in 2018, in Chicago and back to Europe (Geneva, Switzerland), in 2019. In summary:
The Laver Cup committee has been tasked to host the next Laver Cup, scheduled in September, 2020 in one of the major US cities. A number of major US cities entered the draw, out of which a total of 6 major US cities are shortliste, from the random draw. From the 6 major US cities, the Laver Cup committee must choose a city, from the final 6 cities, to host the Cup. The committee must ensure that the city will be ready from an infrastructure stand-point, to ensure the facilities in and around the main stadium are developed to support a flush of world audience. The committee must also ensure the neighborhood around the stadium is conducive to support a strong sports culture and captivate the Tennis audience for an ultimate fan experience.
To help the choose the next best US city to host "Laver Cup - 2020", the Tennis stadiums of the 4 major Grand Slams will be explored along with the 3 city centers which have hosted the Laver Cups, in the past. A master data set of all the 7 major stadiums (4 Grand Slam stadiums + 3 Laver Cup stadiums) will be created to cluster the stadiums and explore the similarity between the 7 stadiums.
Next, the 6 candidate city stadiums, in the US, will be explored in a dataframe (DF). The venues around these stadiums will be categorized and the frequency of the venue categories will be explored around each of the 6 city stadiums and compared against the 7 major world stadiums (found earlier).
To compare the 6 candidate US cities with the 7 major stadiums, a concatenated "Master Tennis Dataset" will be created which will include the frequency of venue categories against each of 13 major city stadiums (6 candidates + 7 historical stadiums).
ML model(s): A "KMeans" clustering algorithm will be utilized to segregate the 6 candidate city stadiums into different clusters. A pattern based algorithm was chosen here, since the dataset contains historical, static data on which the KMeans is known to perform with acceptable accuracy. In order to decide the number of clusters to solve each of the problems/ datasets, 2 optimization techniques were utilized:
After running the "KMeans" algorithm on the "Master Tennis Dataset", the candidate states / candidate cities (out of the 6), which are most similar to US Open and Chicago-Laver Cup event (i.e. if fall under the same cluster), were considered the best cities to host the next Laver Cup. Again, measurement metric utilized is 'Neighborhood Similarity'. The US Open was taken as the baseline as it is a considered a good attraction point for many sport enthusiasts and Tennis fans alike, being one of the 4 major Tennis destinations of world.
Of the candidate cities which fall under the same cluster as "US Open" and "Chicago-Laver-Cup", each of thsoe cities was explored on a map to visualize the sports, tourism, entertainment and food infrastructure around the stadium. This is significant to understand if the city os ready to host a world event within a 10 months time-period. Candidate cities, for which, the neighborhood was not well developed to support a huge inlfux of sports tourism, were discarded (e.g. Miami, FL was found to be under-developed in this respect and was discarded).
Of the candidate cities which were left, a final clustering algorithm was run, to find the city neighborhood which is closest to the US Open.
The Foursquare API was utilized to extract, load raw JSON, filter, structure into a DF and analyze datasets around the major Tennis stadiums of the world. For historical datasets, 7 major Tennis stadiums (4 Grand Slams stadiums + 3 Past Laver Cup stadiums) was explored using the 'search' criteria around the stadium locations using the Foursquare API (Account). The addresses used, for venues exploration, were as follows:
Similarly, the 'search' criteria was used for the 6 candidate cites, to explore the venues around each of the city stadiums. The addresses used were as follows:
Finding the 'latitude' and 'logitudes' of each of the 4 major Tennis stadiums and past 3 Laver Cup venues (7 Tennis stadiums):
Finding the latitude and longitude of all venues: [Latitude, Longitude] French Open Location: 2 Avenue Gordon Bennett, Paris, France 48.8466913 2.2510958 Australian Open Location: Rod Laver Arena, Victoria, Australia -37.821568799999994 144.978587525521 US Open, Location: USTA Billie Jean King National Tennis Center, Queens, NY 40.74957645 -73.84654175507845 Wimbledon, Location: Wimbledon, London, UK 51.4214787 -0.2064027 Laver Cup 1, Location: O2 Arena, Prague, Czech Republic 50.104754650000004 14.493621810111105 Laver Cup 2, Location: United Center, Chicago, Illinois 41.88068305 -87.67418510441388 Laver Cup 3, Location: Palexpo, Geneva, Switzerland 46.2332822 6.1184341
Setting up the client ID, Client Secret and Version of the API call:
Your credentails: CLIENT_ID: 4U1D1Y4NBCWGRWG0AQ4OWDDCTYA13HNM3FRZBJIA3ES5ZN5Q CLIENT_SECRET:FPLOCTRVGFFZ5Q4X5GFNPAOPZ4SCWPVHEG2QNDSKFZJ22QYE
Filtering the json file to store on the relevant data, converting it to a structured Pandas DF and exploring the columns of the DF:
| categories | hasPerk | id | location.address | location.cc | location.city | location.country | location.crossStreet | location.distance | location.formattedAddress | location.labeledLatLngs | location.lat | location.lng | location.postalCode | location.state | name | referralId | venuePage.id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | [{'id': '4bf58dd8d48988d127941735', 'name': 'C... | False | 4d6e383d30d5b1f7bcaec342 | Palexpo | CH | Le Grand-Saconnex | Suisse | Route François-Peyrot 30 | 194 | [Palexpo (Route François-Peyrot 30), 1218 Gran... | [{'label': 'display', 'lat': 46.23470047580338... | 46.234700 | 6.119900 | 1218 | Genève | Centre de presse de Palexpo | v-1582419989 | NaN |
| 1 | [{'id': '4bf58dd8d48988d1ff931735', 'name': 'C... | False | 4adcdab4f964a520855021e3 | Route François-Peyrot 30 | CH | Le Grand-Saconnex | Suisse | NaN | 142 | [Route François-Peyrot 30, 1218 Le Grand-Sacon... | [{'label': 'display', 'lat': 46.2343739420567,... | 46.234374 | 6.119406 | 1218 | Genève | Palexpo | v-1582419989 | NaN |
| 2 | [{'id': '4bf58dd8d48988d1e2931735', 'name': 'A... | False | 5888d0a5409f56237f153232 | NaN | CH | NaN | Schweiz | NaN | 76 | [Schweiz] | [{'label': 'display', 'lat': 46.233673, 'lng':... | 46.233673 | 6.119245 | NaN | NaN | Art Genève | v-1582419989 | NaN |
| 3 | [{'id': '4bf58dd8d48988d1fa931735', 'name': 'H... | False | 5a8467821755625497c90bf4 | Route Francois Peyrot 28 | CH | Le Grand-Saconnex | Suisse | NaN | 184 | [Route Francois Peyrot 28, 1218 Le Grand Sacon... | [{'label': 'display', 'lat': 46.234896, 'lng':... | 46.234896 | 6.117870 | 1218 | Genève | ibis Budget Genève Palexpo Aéroport | v-1582419989 | NaN |
| 4 | [{'id': '4bf58dd8d48988d147941735', 'name': 'D... | False | 4f794bfce4b087957c5ca19d | NaN | CH | NaN | Schweiz | NaN | 93 | [Schweiz] | [{'label': 'display', 'lat': 46.234032545323, ... | 46.234033 | 6.117885 | NaN | NaN | Bar Restaurant Le Poivrier | v-1582419989 | NaN |
Cleaning up the structured DF and cleaning column values, to include only the relevant columns:
| Event | name | categories | lat | lng | |
|---|---|---|---|---|---|
| 0 | French Open | Jardin des Serres d'Auteuil | Botanical Garden | 48.846509 | 2.252549 |
| 1 | French Open | Loge Orange | Stadium | 48.846544 | 2.250335 |
| 2 | French Open | Jardins de Roland Garros | Garden | 48.847124 | 2.250180 |
| 3 | French Open | Restaurant Le Roland Garros | French Restaurant | 48.847226 | 2.250683 |
| 4 | French Open | Court n°1 | Tennis Court | 48.846608 | 2.250470 |
| Event | name | categories | lat | lng | |
|---|---|---|---|---|---|
| 0 | Wimbledon | Wimbledon Railway Station (WIM) | Train Station | 51.421862 | -0.205460 |
| 1 | Wimbledon | Digby's | Coffee Shop | 51.421402 | -0.206698 |
| 2 | Wimbledon | Wimbledon London Underground Station | Metro Station | 51.421912 | -0.205681 |
| 3 | Wimbledon | Costa Coffee | Coffee Shop | 51.421609 | -0.206353 |
| 4 | Wimbledon | Platform 5 | Platform | 51.421321 | -0.206154 |
Creating a master dataset of all 7 tennis stadiums by concatenating it into one large dataset:
| Event | name | categories | lat | lng | |
|---|---|---|---|---|---|
| 95 | Rod_Laver_Swizz | Banque Cantonale de Genève - Grand-Saconnex | Bank | 46.233476 | 6.123379 |
| 96 | Rod_Laver_Swizz | Consulat General de Turquie | Government Building | 46.232052 | 6.115695 |
| 97 | Rod_Laver_Swizz | Canicrok | Pet Store | 46.230860 | 6.118221 |
| 98 | Rod_Laver_Swizz | Bar Chez Tito | Restaurant | 46.231095 | 6.118680 |
| 99 | Rod_Laver_Swizz | la tour | None | 46.230337 | 6.121895 |
Applying One-Hot-Encoding to the Dataframe, to categorize each of the venues into a column format:
(700, 214)
| Event_Venue | American Restaurant | Art Gallery | Arts & Crafts Store | Arts & Entertainment | Asian Restaurant | Athletics & Sports | Auditorium | Australian Restaurant | Automotive Shop | BBQ Joint | Baby Store | Bagel Shop | Bakery | Bank | Bar | Basketball Court | Basketball Stadium | Beach | Beer Bar | Beer Garden | Bike Rental / Bike Share | Bistro | Boat or Ferry | Bookstore | Botanical Garden | Boutique | Brewery | Bridal Shop | Bridge | Buffet | Building | Burger Joint | Bus Line | Bus Station | Bus Stop | Business Center | Café | Camera Store | Candy Store | Casino | Chinese Restaurant | Church | Circus | Clothing Store | Cocktail Bar | Coffee Shop | College Baseball Diamond | College Classroom | College Stadium | Comedy Club | Concert Hall | Conference Room | Convention Center | Corporate Cafeteria | Cosmetics Shop | Coworking Space | Creperie | Cuban Restaurant | Deli / Bodega | Diner | Doctor's Office | Donut Shop | Eastern European Restaurant | Event Space | Exhibit | Factory | Fair | Farm | Fast Food Restaurant | Food & Drink Shop | Food Court | Food Service | Food Truck | Fountain | French Restaurant | Fried Chicken Joint | Furniture / Home Store | Garden | Gas Station | General Entertainment | Gift Shop | Gourmet Shop | Government Building | Grocery Store | Gym | Gym / Fitness Center | Hardware Store | Health & Beauty Service | High School | Historic Site | History Museum | Hockey Arena | Hockey Field | Hot Dog Joint | Hotel | Hotel Bar | Hotel Pool | Ice Cream Shop | Indian Restaurant | Indoor Play Area | Italian Restaurant | Jewelry Store | Juice Bar | Karaoke Bar | Kitchen Supply Store | Korean Restaurant | Laundry Service | Light Rail Station | Lingerie Store | Liquor Store | Lounge | Massage Studio | Mediterranean Restaurant | Meeting Room | Men's Store | Metro Station | Mexican Restaurant | Middle School | Mini Golf | Miscellaneous Shop | Mobile Phone Shop | Monument / Landmark | Movie Theater | Museum | Music Venue | Nightclub | Office | Optical Shop | Other Great Outdoors | Other Repair Shop | Outdoor Event Space | Outdoor Sculpture | Outdoors & Recreation | Paper / Office Supplies Store | Park | Parking | Performing Arts Venue | Perfume Shop | Pet Store | Pharmacy | Photography Lab | Physical Therapist | Pizza Place | Platform | Plaza | Police Station | Pool | Pool Hall | Post Office | Pub | Public Art | Public Bathroom | Real Estate Office | Recreation Center | Recycling Facility | Rental Car Location | Residential Building (Apartment / Condo) | Restaurant | Rock Club | Roof Deck | Rugby Stadium | Salad Place | Salon / Barbershop | Sandwich Place | Scenic Lookout | Sculpture Garden | Seafood Restaurant | Shoe Repair | Shoe Store | Shopping Plaza | Skating Rink | Smoke Shop | Snack Place | Soccer Stadium | Souvenir Shop | Spa | Sporting Event | Sporting Goods Shop | Sports Bar | Sports Club | Stadium | Stationery Store | Steakhouse | Strip Club | Supermarket | Sushi Restaurant | Swiss Restaurant | TV Station | Taco Place | Tailor Shop | Tattoo Parlor | Taxi Stand | Tea Room | Tech Startup | Temple | Tennis Court | Tennis Stadium | Toy / Game Store | Train Station | Tram Station | Transportation Service | Travel Lounge | University | Vacation Rental | Vegetarian / Vegan Restaurant | Video Store | Warehouse | Warehouse Store | Whisky Bar | Wine Bar | Wine Shop | Women's Store | Yoga Studio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | French Open | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | French Open | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | French Open | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | French Open | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | French Open | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Aggregating the DF by 'Event_Venue' and finding the mean for each of the categories by 'Event_Venue'.
(7, 214)
Creating a new DF and applying the "get_common_categories" to obtain 10 most common venue categories for each of the 'Event_Venue':
| Event_Venue | 1st most common venue category | 2nd most common venue category | 3rd most common venue category | 4th most common venue category | 5th most common venue category | 6th most common venue category | 7th most common venue category | 8th most common venue category | 9th most common venue category | 10th most common venue category | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Aus Open | Event Space | Tennis Stadium | Warehouse | Tennis Court | General Entertainment | Café | Concert Hall | Food Service | Beer Garden | Office |
| 1 | French Open | Tennis Court | Stadium | Arts & Entertainment | French Restaurant | College Classroom | Event Space | Office | Sporting Goods Shop | Bus Line | Supermarket |
| 2 | Rod_Laver_Chicago | Bar | Stadium | General Entertainment | Outdoor Sculpture | Basketball Stadium | Sports Bar | Hockey Arena | Parking | Bus Line | Sporting Goods Shop |
| 3 | Rod_Laver_Czech | Lounge | Clothing Store | Sporting Goods Shop | Skating Rink | Shoe Store | Women's Store | Lingerie Store | Baby Store | Restaurant | Cosmetics Shop |
| 4 | Rod_Laver_Swizz | Convention Center | Hotel | Event Space | Exhibit | Café | Restaurant | Parking | Bank | Mediterranean Restaurant | Fair |
| 5 | US Open | Tennis Stadium | General Entertainment | Clothing Store | Tennis Court | Lounge | Sporting Goods Shop | Sandwich Place | Bar | Hot Dog Joint | Seafood Restaurant |
| 6 | Wimbledon | Platform | Coffee Shop | Bank | Fast Food Restaurant | Salon / Barbershop | Bus Stop | Grocery Store | Mobile Phone Shop | Bar | Shoe Repair |
Getting the top 25 venue categories for US Open as a comparison basis for other venue categories in other candidate cities:
| Event_Venue | 1st most common venue category | 2nd most common venue category | 3rd most common venue category | 4th most common venue category | 5th most common venue category | 6th most common venue category | 7th most common venue category | 8th most common venue category | 9th most common venue category | 10th most common venue category | 11th most common venue category | 12th most common venue category | 13th most common venue category | 14th most common venue category | 15th most common venue category | 16th most common venue category | 17th most common venue category | 18th most common venue category | 19th most common venue category | 20th most common venue category | 21st most common venue category | 22nd most common venue category | 23rd most common venue category | 24th most common venue category | 25th most common venue category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | US Open | Tennis Stadium | General Entertainment | Clothing Store | Tennis Court | Lounge | Sporting Goods Shop | Sandwich Place | Bar | Hot Dog Joint | Seafood Restaurant | Restaurant | Cocktail Bar | Event Space | Ice Cream Shop | Wine Bar | Food Court | Office | Public Art | Sculpture Garden | Indian Restaurant | Chinese Restaurant | Salad Place | Italian Restaurant | Korean Restaurant | Fried Chicken Joint |
Running the 'Elbow-Method' and 'Silhoutte' to determine the optimal number of clusters to initiate for classification of 'Event Venue'.
[2 3 4 5 6] [0.15931380382831367, 0.11579927781493025, 0.07895378241672514, 0.07502260508320509, 0.05345227175645256]
Executing the 'KMeans' algorithm to label the 7 Tennis Venues into 2 clusters (2 clusters were chosen due to highest score at 2 clusters using the 'Silhouette' method):
array([1, 0, 0, 0, 0, 1, 0])
Inserting the 'Cluster Labels' column into the classification DF containing the 10 most common venues for each of the Tennis Stadiums:
| Event_Venue | Latitude | Longitude | Cluster Labels | 1st most common venue category | 2nd most common venue category | 3rd most common venue category | 4th most common venue category | 5th most common venue category | 6th most common venue category | 7th most common venue category | 8th most common venue category | 9th most common venue category | 10th most common venue category | 11th most common venue category | 12th most common venue category | 13th most common venue category | 14th most common venue category | 15th most common venue category | 16th most common venue category | 17th most common venue category | 18th most common venue category | 19th most common venue category | 20th most common venue category | 21st most common venue category | 22nd most common venue category | 23rd most common venue category | 24th most common venue category | 25th most common venue category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | French Open | 48.846691 | 2.251096 | 0 | Tennis Court | Stadium | Arts & Entertainment | French Restaurant | College Classroom | Event Space | Office | Sporting Goods Shop | Bus Line | Supermarket | Sandwich Place | Building | Bus Stop | Restaurant | Tennis Stadium | Lounge | Gas Station | Garden | Other Great Outdoors | Shopping Plaza | Middle School | Soccer Stadium | Café | Real Estate Office | Rugby Stadium |
| 1 | US Open | 40.749576 | -73.846542 | 1 | Tennis Stadium | General Entertainment | Clothing Store | Tennis Court | Lounge | Sporting Goods Shop | Sandwich Place | Bar | Hot Dog Joint | Seafood Restaurant | Restaurant | Cocktail Bar | Event Space | Ice Cream Shop | Wine Bar | Food Court | Office | Public Art | Sculpture Garden | Indian Restaurant | Chinese Restaurant | Salad Place | Italian Restaurant | Korean Restaurant | Fried Chicken Joint |
| 2 | Aus Open | -37.821569 | 144.978588 | 1 | Event Space | Tennis Stadium | Warehouse | Tennis Court | General Entertainment | Café | Concert Hall | Food Service | Beer Garden | Office | Food & Drink Shop | Tea Room | Bar | Bridge | Coworking Space | Australian Restaurant | College Baseball Diamond | Park | Souvenir Shop | Pizza Place | Monument / Landmark | Plaza | Camera Store | Music Venue | Scenic Lookout |
| 3 | Wimbledon | 51.421479 | -0.206403 | 0 | Platform | Coffee Shop | Bank | Fast Food Restaurant | Salon / Barbershop | Bus Stop | Grocery Store | Mobile Phone Shop | Bar | Shoe Repair | Cosmetics Shop | Office | Shoe Store | Sushi Restaurant | Snack Place | Spa | Stationery Store | Sandwich Place | Food Court | Building | Metro Station | Business Center | Furniture / Home Store | Clothing Store | Cocktail Bar |
| 4 | Rod_Laver_Czech | 50.104755 | 14.493622 | 0 | Lounge | Clothing Store | Sporting Goods Shop | Skating Rink | Shoe Store | Women's Store | Lingerie Store | Baby Store | Restaurant | Cosmetics Shop | Office | Meeting Room | Public Bathroom | General Entertainment | Jewelry Store | Kitchen Supply Store | Men's Store | Café | Candy Store | Casino | Hockey Arena | Cocktail Bar | Hockey Field | Indoor Play Area | Residential Building (Apartment / Condo) |
| 5 | Rod_Laver_Chicago | 41.880683 | -87.674185 | 0 | Bar | Stadium | General Entertainment | Outdoor Sculpture | Basketball Stadium | Sports Bar | Hockey Arena | Parking | Bus Line | Sporting Goods Shop | Concert Hall | Music Venue | Restaurant | Bus Stop | Fried Chicken Joint | Circus | Vegetarian / Vegan Restaurant | Hot Dog Joint | Brewery | Office | Food Court | Indian Restaurant | Rock Club | Movie Theater | Food Truck |
| 6 | Rod_Laver_Swizz | 46.233282 | 6.118434 | 0 | Convention Center | Hotel | Event Space | Exhibit | Café | Restaurant | Parking | Bank | Mediterranean Restaurant | Fair | Historic Site | Gym | Lounge | Wine Shop | Pet Store | Art Gallery | Conference Room | Rental Car Location | Meeting Room | Bus Line | Bus Station | Sandwich Place | Fast Food Restaurant | Diner | Residential Building (Apartment / Condo) |
Constructing the URL and storing venues and categories of venues around the 6 candidate US cities (listed below) in a raw JSON format:
Miami Location: 7300 Crandon Blvd, Miami, FL 25.70876075 -80.15998756670277 Cincinatti Location: Lindner Family Tennis Center, OH 39.34637095 -84.27727893436321 Palm Springs Open, Location: Indian Wells, Coachella Valley, CA 33.743764999999996 -116.22331524966393 Boston, Location: TD Garden, Boston, MA 42.36628265 -71.06221907010776 Arizona, Location: Arizona Veterans Memorial, AZ 35.0940824 -114.6341331 Dallas, Location: American Airlines Center, Victory Park, Dallas, TX 32.7905076 -96.81027213460834
Transforming the Raw JSON to a structured dataframe containing data columns:
| categories | hasPerk | id | location.address | location.cc | location.city | location.country | location.crossStreet | location.distance | location.formattedAddress | location.labeledLatLngs | location.lat | location.lng | location.postalCode | location.state | name | referralId | venuePage.id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | [{'id': '5109983191d435c0d71c2bb1', 'name': 'T... | False | 4dd6f027d22d38ef42dc3f07 | 6300 Kings Island Dr | US | Mason | United States | NaN | 382 | [6300 Kings Island Dr, Mason, OH 45040, United... | [{'label': 'display', 'lat': 39.3430659430824,... | 39.343066 | -84.276067 | 45040 | OH | Kings Island T-Rex | v-1582420012 | NaN |
| 1 | [{'id': '4e39a891bd410d7aed40cbc2', 'name': 'T... | False | 57b4a7d7498e434792b6600a | 5460 Courseview Drive | US | Mason | United States | NaN | 439 | [5460 Courseview Drive, Mason, OH 45220, Unite... | [{'label': 'display', 'lat': 39.350094, 'lng':... | 39.350094 | -84.275597 | 45220 | OH | Western Southern Open | v-1582420012 | NaN |
| 2 | [{'id': '4bf58dd8d48988d1e6941735', 'name': 'G... | False | 4bb62b6e6edc76b0c380301c | 6042 Fairway Dr | US | Mason | United States | NaN | 431 | [6042 Fairway Dr, Mason, OH 45040, United States] | [{'label': 'display', 'lat': 39.35017034332829... | 39.350170 | -84.278301 | 45040 | OH | Kings Island Golf Course | v-1582420012 | NaN |
| 3 | [{'id': '4f2a210c4b9023bd5841ed28', 'name': 'H... | False | 500c7122e4b0ba42c29d1b9a | NaN | US | Mason | United States | NaN | 320 | [Mason, OH 45040, United States] | [{'label': 'display', 'lat': 39.34721740017701... | 39.347217 | -84.273723 | 45040 | OH | Pine Run | v-1582420012 | NaN |
| 4 | [{'id': '4bf58dd8d48988d182941735', 'name': 'T... | False | 59b89e1db8fd9d24795639c1 | NaN | US | Maineville | United States | NaN | 240 | [Maineville, OH 45039, United States] | [{'label': 'display', 'lat': 39.344765, 'lng':... | 39.344765 | -84.275410 | 45039 | OH | Maineville, Oh | v-1582420012 | NaN |
Filtering out the DF to include relevant columns:
| name | categories | location.city | location.state | location.lat | location.lng | |
|---|---|---|---|---|---|---|
| 0 | Kings Island T-Rex | [{'id': '5109983191d435c0d71c2bb1', 'name': 'T... | Mason | OH | 39.343066 | -84.276067 |
| 1 | Western Southern Open | [{'id': '4e39a891bd410d7aed40cbc2', 'name': 'T... | Mason | OH | 39.350094 | -84.275597 |
| 2 | Kings Island Golf Course | [{'id': '4bf58dd8d48988d1e6941735', 'name': 'G... | Mason | OH | 39.350170 | -84.278301 |
| 3 | Pine Run | [{'id': '4f2a210c4b9023bd5841ed28', 'name': 'H... | Mason | OH | 39.347217 | -84.273723 |
| 4 | Maineville, Oh | [{'id': '4bf58dd8d48988d182941735', 'name': 'T... | Maineville | OH | 39.344765 | -84.275410 |
Cleaning up the column names:
| name | categories | city | state | lat | lng | |
|---|---|---|---|---|---|---|
| 0 | Kings Island T-Rex | Theme Park Ride / Attraction | Mason | OH | 39.343066 | -84.276067 |
| 1 | Western Southern Open | Tennis Stadium | Mason | OH | 39.350094 | -84.275597 |
| 2 | Kings Island Golf Course | Golf Course | Mason | OH | 39.350170 | -84.278301 |
| 3 | Pine Run | Housing Development | Mason | OH | 39.347217 | -84.273723 |
| 4 | Maineville, Oh | Theme Park | Maineville | OH | 39.344765 | -84.275410 |
Cleaining up the DF to include only unique state values in the 'state' column of the DF (for e.g. convert 'Arizona' to 'AZ' and 'Massachusetts' to 'MA'):
| name | categories | city | state | lat | lng | |
|---|---|---|---|---|---|---|
| 0 | Paulaner Bar | Bar | Boston | MA | 42.366235 | -71.062060 |
| 1 | TD Garden | Hockey Arena | Boston | MA | 42.366329 | -71.062153 |
| 2 | MBTA North Station | Train Station | Boston | MA | 42.366242 | -71.062338 |
| 3 | Track 9 | Platform | Boston | MA | 42.366979 | -71.063192 |
| 4 | Track 8 | Platform | Boston | MA | 42.367022 | -71.063099 |
Further cleaning up the DF, excluding irrelevant 'state' values, aggregating the DF by 'state' and finding the mean number of categories for each of the 6 states / candidate cities
(6, 182)
| state | ATM | Accessories Store | Advertising Agency | American Restaurant | Arcade | Art Gallery | Arts & Crafts Store | Athletics & Sports | Auditorium | Automotive Shop | BBQ Joint | Bakery | Bank | Bar | Baseball Field | Basketball Court | Basketball Stadium | Beach | Beer Garden | Big Box Store | Bike Shop | Boat or Ferry | Boutique | Buffet | Building | Burger Joint | Bus Line | Business Center | Business Service | Café | Capitol Building | Church | Clothing Store | Cocktail Bar | Coffee Shop | Comfort Food Restaurant | Concert Hall | Conference Room | Construction & Landscaping | Convenience Store | Cosmetics Shop | Coworking Space | Cuban Restaurant | Deli / Bodega | Dentist's Office | Department Store | Dessert Shop | Diner | Discount Store | Dive Bar | Doctor's Office | Dog Run | Donut Shop | EV Charging Station | Electronics Store | Event Space | Fabric Shop | Factory | Fast Food Restaurant | Field | Fire Station | Fish & Chips Shop | Food | Food & Drink Shop | Food Court | Food Service | Food Truck | Fried Chicken Joint | Gas Station | Gastropub | General Entertainment | General Travel | German Restaurant | Gift Shop | Golf Course | Government Building | Grocery Store | Gym | Gym / Fitness Center | Harbor / Marina | Hardware Store | High School | Historic Site | Hockey Arena | Hockey Field | Hospital | Hot Dog Joint | Hotel | Hotel Bar | Housing Development | Ice Cream Shop | Italian Restaurant | Juice Bar | Kids Store | Latin American Restaurant | Laundry Service | Light Rail Station | Liquor Store | Lounge | Market | Massage Studio | Mediterranean Restaurant | Mexican Restaurant | Middle School | Miscellaneous Shop | Mobile Phone Shop | Movie Theater | Moving Target | Museum | Music Venue | Nail Salon | Newsstand | Nightclub | Nightlife Spot | Non-Profit | Office | Other Great Outdoors | Other Nightlife | Park | Parking | Performing Arts Venue | Peruvian Restaurant | Pet Service | Pharmacy | Photography Lab | Pizza Place | Planetarium | Platform | Playground | Plaza | Police Station | Pool | Post Office | Preschool | Professional & Other Places | Radio Station | Residential Building (Apartment / Condo) | Restaurant | River | Rock Club | Roof Deck | Salon / Barbershop | Sandwich Place | School | Shopping Mall | Skate Park | Skating Rink | Snack Place | Soccer Field | Souvenir Shop | Spa | Speakeasy | Sporting Goods Shop | Sports Bar | Stadium | Storage Facility | Student Center | Supplement Shop | Surf Spot | TV Station | Taco Place | Tattoo Parlor | Tech Startup | Temple | Tennis Court | Tennis Stadium | Thai Restaurant | Theater | Theme Park | Theme Park Ride / Attraction | Thrift / Vintage Store | Toll Booth | Tourist Information Center | Trail | Train Station | Tram Station | University | Video Store | Water Park | Wine Bar | Women's Store | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AZ | 0.000000 | 0.00 | 0.00 | 0.020202 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.010101 | 0.030303 | 0.000000 | 0.020202 | 0.010101 | 0.030303 | 0.020202 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.070707 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.040404 | 0.00000 | 0.00 | 0.010101 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.040404 | 0.020202 | 0.000000 | 0.00 | 0.000000 | 0.020202 | 0.000000 | 0.000000 | 0.010101 | 0.010101 | 0.020202 | 0.000000 | 0.010101 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.020202 | 0.000000 | 0.010101 | 0.010101 | 0.010101 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.020202 | 0.00 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010101 | 0.00 | 0.030303 | 0.010101 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010101 | 0.00 | 0.010101 | 0.000000 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.000000 | 0.010101 | 0.010101 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.00 | 0.030303 | 0.010101 | 0.010101 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.010101 | 0.000000 | 0.010101 | 0.000000 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.000000 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.000000 |
| 1 | CA | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.032787 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.065574 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.000000 | 0.016393 | 0.04918 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.016393 | 0.032787 | 0.00 | 0.016393 | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.032787 | 0.000000 | 0.016393 | 0.016393 | 0.016393 | 0.000000 | 0.000000 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.016393 | 0.016393 | 0.032787 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.016393 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.032787 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.032787 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.032787 | 0.00 | 0.016393 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.032787 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.016393 | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.000000 | 0.016393 |
| 2 | FL | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.12 | 0.000000 | 0.000000 | 0.01 | 0.03 | 0.01 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.000000 | 0.010000 | 0.00000 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.02 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.03 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.020000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.030000 | 0.030000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.050000 | 0.02 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.010000 | 0.000000 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.05 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 |
| 3 | MA | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.120482 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.000000 | 0.00 | 0.012048 | 0.012048 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.024096 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.060241 | 0.000000 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.072289 | 0.036145 | 0.000000 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.036145 | 0.012048 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.024096 | 0.012048 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.024096 | 0.000000 | 0.108434 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.024096 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.024096 | 0.000000 | 0.024096 | 0.000000 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.012048 | 0.012048 | 0.012048 | 0.000000 | 0.00 | 0.012048 | 0.000000 |
| 4 | OH | 0.000000 | 0.01 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.020000 | 0.000000 | 0.000000 | 0.01000 | 0.02 | 0.010000 | 0.01 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.030000 | 0.020000 | 0.01 | 0.010000 | 0.03 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.02 | 0.010000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.01 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.040000 | 0.000000 | 0.000000 | 0.010000 | 0.030000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.03 | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.11 | 0.04 | 0.000000 | 0.01 | 0.07 | 0.05 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.06 | 0.000000 | 0.000000 |
| 5 | TX | 0.000000 | 0.00 | 0.01 | 0.010000 | 0.00 | 0.03 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.090000 | 0.000000 | 0.020000 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.020000 | 0.010000 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.03000 | 0.02 | 0.000000 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.010000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.060000 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.01 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.030000 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.070000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.050000 | 0.010000 | 0.000000 | 0.000000 | 0.060000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.050000 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.070000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 |
Applying the "get_most_common_categories" function on the above DF to find 10 most common categories for each of the candidate stadium locations
| state | 1st most common venue category | 2nd most common venue category | 3rd most common venue category | 4th most common venue category | 5th most common venue category | 6th most common venue category | 7th most common venue category | 8th most common venue category | 9th most common venue category | 10th most common venue category | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AZ | Event Space | Tennis Stadium | Warehouse | Tennis Court | General Entertainment | Café | Concert Hall | Food Service | Beer Garden | Office |
| 1 | CA | Tennis Court | Stadium | Arts & Entertainment | French Restaurant | College Classroom | Event Space | Office | Sporting Goods Shop | Bus Line | Supermarket |
| 2 | FL | Bar | Stadium | General Entertainment | Outdoor Sculpture | Basketball Stadium | Sports Bar | Hockey Arena | Parking | Bus Line | Sporting Goods Shop |
| 3 | MA | Lounge | Clothing Store | Sporting Goods Shop | Skating Rink | Shoe Store | Women's Store | Lingerie Store | Baby Store | Restaurant | Cosmetics Shop |
| 4 | OH | Convention Center | Hotel | Event Space | Exhibit | Café | Restaurant | Parking | Bank | Mediterranean Restaurant | Fair |
| 5 | TX | Tennis Stadium | General Entertainment | Clothing Store | Tennis Court | Lounge | Sporting Goods Shop | Sandwich Place | Bar | Hot Dog Joint | Seafood Restaurant |
Determing the optimal number of clusters to initate to classify the 6 candidate locations using 'Elbow Method' and 'Silhoutte Method':
[2 3 4 5] [0.12693762562607663, 0.14068242724701063, 0.10865375560964145, 0.07953041292334136]
Using the result of the 'Silhoutte Method' (number of clusters with highest score)', 3 clusters were chosen to execute the 'KMeans' algorithm:
array([2, 2, 0, 1, 0, 1])
Creating a 'master_tennis_set', a DF including a concatenation of all 7 Tennis venues along with 6 new candidate cities to host the Laver Cup:
| Event_Venue | American Restaurant | Art Gallery | Arts & Crafts Store | Arts & Entertainment | Asian Restaurant | Athletics & Sports | Auditorium | Australian Restaurant | Automotive Shop | BBQ Joint | Baby Store | Bagel Shop | Bakery | Bank | Bar | Basketball Court | Basketball Stadium | Beach | Beer Bar | Beer Garden | Bike Rental / Bike Share | Bistro | Boat or Ferry | Bookstore | Botanical Garden | Boutique | Brewery | Bridal Shop | Bridge | Buffet | Building | Burger Joint | Bus Line | Bus Station | Bus Stop | Business Center | Café | Camera Store | Candy Store | Casino | Chinese Restaurant | Church | Circus | Clothing Store | Cocktail Bar | Coffee Shop | College Baseball Diamond | College Classroom | College Stadium | Comedy Club | Concert Hall | Conference Room | Convention Center | Corporate Cafeteria | Cosmetics Shop | Coworking Space | Creperie | Cuban Restaurant | Deli / Bodega | Diner | Doctor's Office | Donut Shop | Eastern European Restaurant | Event Space | Exhibit | Factory | Fair | Farm | Fast Food Restaurant | Food & Drink Shop | Food Court | Food Service | Food Truck | Fountain | French Restaurant | Fried Chicken Joint | Furniture / Home Store | Garden | Gas Station | General Entertainment | Gift Shop | Gourmet Shop | Government Building | Grocery Store | Gym | Gym / Fitness Center | Hardware Store | Health & Beauty Service | High School | Historic Site | History Museum | Hockey Arena | Hockey Field | Hot Dog Joint | Hotel | Hotel Bar | Hotel Pool | Ice Cream Shop | Indian Restaurant | Indoor Play Area | Italian Restaurant | Jewelry Store | Juice Bar | Karaoke Bar | Kitchen Supply Store | Korean Restaurant | Laundry Service | Light Rail Station | Lingerie Store | Liquor Store | Lounge | Massage Studio | Mediterranean Restaurant | Meeting Room | Men's Store | Metro Station | Mexican Restaurant | Middle School | Mini Golf | Miscellaneous Shop | Mobile Phone Shop | Monument / Landmark | Movie Theater | Museum | Music Venue | Nightclub | Office | Optical Shop | Other Great Outdoors | Other Repair Shop | Outdoor Event Space | Outdoor Sculpture | Outdoors & Recreation | Paper / Office Supplies Store | Park | Parking | Performing Arts Venue | Perfume Shop | Pet Store | Pharmacy | Photography Lab | Physical Therapist | Pizza Place | Platform | Plaza | Police Station | Pool | Pool Hall | Post Office | Pub | Public Art | Public Bathroom | Real Estate Office | Recreation Center | Recycling Facility | Rental Car Location | Residential Building (Apartment / Condo) | Restaurant | Rock Club | Roof Deck | Rugby Stadium | Salad Place | Salon / Barbershop | Sandwich Place | Scenic Lookout | Sculpture Garden | Seafood Restaurant | Shoe Repair | Shoe Store | Shopping Plaza | Skating Rink | Smoke Shop | Snack Place | Soccer Stadium | Souvenir Shop | Spa | Sporting Event | Sporting Goods Shop | Sports Bar | Sports Club | Stadium | Stationery Store | Steakhouse | Strip Club | Supermarket | Sushi Restaurant | Swiss Restaurant | TV Station | Taco Place | Tailor Shop | Tattoo Parlor | Taxi Stand | Tea Room | Tech Startup | Temple | Tennis Court | Tennis Stadium | Toy / Game Store | Train Station | Tram Station | Transportation Service | Travel Lounge | University | Vacation Rental | Vegetarian / Vegan Restaurant | Video Store | Warehouse | Warehouse Store | Whisky Bar | Wine Bar | Wine Shop | Women's Store | Yoga Studio | ATM | Accessories Store | Advertising Agency | Arcade | Baseball Field | Big Box Store | Bike Shop | Business Service | Capitol Building | Comfort Food Restaurant | Construction & Landscaping | Convenience Store | Dentist's Office | Department Store | Dessert Shop | Discount Store | Dive Bar | Dog Run | EV Charging Station | Electronics Store | Fabric Shop | Field | Fire Station | Fish & Chips Shop | Food | Gastropub | General Travel | German Restaurant | Golf Course | Harbor / Marina | Hospital | Housing Development | Kids Store | Latin American Restaurant | Market | Moving Target | Nail Salon | Newsstand | Nightlife Spot | Non-Profit | Other Nightlife | Peruvian Restaurant | Pet Service | Planetarium | Playground | Preschool | Professional & Other Places | Radio Station | River | School | Shopping Mall | Skate Park | Soccer Field | Speakeasy | Storage Facility | Student Center | Supplement Shop | Surf Spot | Thai Restaurant | Theater | Theme Park | Theme Park Ride / Attraction | Thrift / Vintage Store | Toll Booth | Tourist Information Center | Trail | Water Park | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Aus Open | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.02 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.150000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.02 | 0.00 | 0.000000 | 0.05 | 0.13 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.06 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | French Open | 0.000000 | 0.01 | 0.000000 | 0.05 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.020000 | 0.000000 | 0.02 | 0.00 | 0.02 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00000 | 0.00 | 0.000000 | 0.00 | 0.04 | 0.01 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.04 | 0.000000 | 0.00 | 0.02 | 0.02 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.030000 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.010000 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.030000 | 0.000000 | 0.01 | 0.070000 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.17 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | Rod_Laver_Chicago | 0.010000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.090000 | 0.010000 | 0.05 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.03 | 0.01 | 0.02 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.01000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.060000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.040000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.020000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.06 | 0.00 | 0.00 | 0.000000 | 0.040000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.040000 | 0.00 | 0.080000 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.00 | 0.000000 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | Rod_Laver_Czech | 0.000000 | 0.01 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.08000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.020000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.020000 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.03 | 0.00 | 0.140000 | 0.000000 | 0.00 | 0.02 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.020000 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 | 0.03 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.040000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | Rod_Laver_Swizz | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.030000 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.00 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.08 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.010000 | 0.000000 | 0.01 | 0.050000 | 0.03 | 0.00 | 0.02 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.010000 | 0.020000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.02 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.070000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.02 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.02 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.03 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.010000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.02 | 0.000000 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | US Open | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.05000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.110000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.030000 | 0.00 | 0.01 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.05 | 0.22 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | Wimbledon | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.060000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.01 | 0.070000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.01 | 0.010000 | 0.020000 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.020000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.110000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.02 | 0.02 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.02 | 0.01 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | AZ | 0.020202 | 0.00 | 0.000000 | NaN | NaN | 0.00 | 0.010101 | NaN | 0.030303 | 0.000000 | NaN | NaN | 0.020202 | 0.010101 | 0.030303 | 0.010101 | 0.00 | 0.00 | NaN | 0.010101 | NaN | NaN | 0.00 | NaN | NaN | 0.00 | NaN | NaN | NaN | 0.000000 | 0.070707 | 0.010101 | 0.00 | NaN | NaN | 0.00 | 0.000000 | NaN | NaN | NaN | NaN | 0.040404 | NaN | 0.00000 | 0.00 | 0.010101 | NaN | NaN | NaN | NaN | 0.000000 | 0.010101 | NaN | NaN | 0.020202 | 0.000000 | NaN | 0.00 | 0.000000 | 0.010101 | 0.000000 | 0.000000 | NaN | 0.000000 | NaN | 0.00 | NaN | NaN | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | NaN | NaN | 0.000000 | NaN | NaN | 0.00 | 0.000000 | 0.000000 | NaN | 0.010101 | 0.010101 | 0.020202 | 0.000000 | 0.010101 | NaN | 0.010101 | 0.00 | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | NaN | 0.010101 | NaN | NaN | 0.020202 | NaN | 0.00 | NaN | NaN | NaN | 0.010101 | 0.00 | NaN | 0.00 | 0.000000 | 0.010101 | 0.00 | NaN | NaN | NaN | 0.030303 | 0.010101 | NaN | 0.00 | 0.000000 | NaN | 0.00 | 0.000000 | 0.000000 | 0.010101 | 0.000000 | NaN | 0.010101 | NaN | NaN | NaN | NaN | NaN | 0.010101 | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | 0.00 | NaN | 0.010101 | 0.000000 | 0.00 | 0.00 | 0.00 | NaN | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.00 | 0.010101 | 0.00 | NaN | NaN | 0.030303 | 0.010101 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | NaN | 0.000000 | NaN | 0.00 | 0.000000 | NaN | 0.000000 | 0.010101 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | 0.010101 | NaN | 0.010101 | NaN | NaN | 0.00 | 0.010101 | 0.00 | 0.00 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | 0.010101 | NaN | NaN | NaN | 0.000000 | NaN | 0.000000 | NaN | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020202 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.040404 | 0.020202 | 0.000000 | 0.000000 | 0.010101 | 0.020202 | 0.010101 | 0.000000 | 0.000000 | 0.010101 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.010101 | 0.000000 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 |
| 8 | CA | 0.000000 | 0.00 | 0.016393 | NaN | NaN | 0.00 | 0.000000 | NaN | 0.032787 | 0.000000 | NaN | NaN | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.00 | 0.00 | NaN | 0.000000 | NaN | NaN | 0.00 | NaN | NaN | 0.00 | NaN | NaN | NaN | 0.000000 | 0.065574 | 0.000000 | 0.00 | NaN | NaN | 0.00 | 0.032787 | NaN | NaN | NaN | NaN | 0.016393 | NaN | 0.04918 | 0.00 | 0.000000 | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.016393 | 0.032787 | NaN | 0.00 | 0.016393 | 0.000000 | 0.032787 | 0.016393 | NaN | 0.000000 | NaN | 0.00 | NaN | NaN | 0.016393 | 0.00 | 0.000000 | 0.000000 | 0.00 | NaN | NaN | 0.000000 | NaN | NaN | 0.00 | 0.016393 | 0.000000 | NaN | 0.000000 | 0.016393 | 0.016393 | 0.032787 | 0.000000 | NaN | 0.000000 | 0.00 | NaN | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | NaN | 0.016393 | NaN | NaN | 0.000000 | NaN | 0.00 | NaN | NaN | NaN | 0.016393 | 0.00 | NaN | 0.00 | 0.000000 | 0.000000 | 0.00 | NaN | NaN | NaN | 0.032787 | 0.000000 | NaN | 0.00 | 0.032787 | NaN | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 | 0.000000 | NaN | NaN | 0.032787 | 0.00 | NaN | 0.016393 | 0.000000 | 0.00 | 0.00 | 0.00 | NaN | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.00 | 0.000000 | 0.00 | NaN | NaN | 0.032787 | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | NaN | 0.000000 | NaN | 0.00 | 0.016393 | NaN | 0.032787 | 0.000000 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | 0.000000 | NaN | 0.000000 | NaN | NaN | 0.00 | 0.000000 | 0.00 | 0.00 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | 0.016393 | NaN | NaN | NaN | 0.000000 | NaN | 0.016393 | NaN | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.032787 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.032787 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.016393 | 0.016393 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.016393 | 0.00 | 0.032787 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 9 | FL | 0.020000 | 0.01 | 0.000000 | NaN | NaN | 0.00 | 0.000000 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.12 | NaN | 0.000000 | NaN | NaN | 0.03 | NaN | NaN | 0.01 | NaN | NaN | NaN | 0.000000 | 0.000000 | 0.010000 | 0.00 | NaN | NaN | 0.00 | 0.040000 | NaN | NaN | NaN | NaN | 0.010000 | NaN | 0.00000 | 0.00 | 0.010000 | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | 0.000000 | NaN | 0.02 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | NaN | 0.000000 | NaN | 0.00 | NaN | NaN | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.01 | NaN | NaN | 0.000000 | NaN | NaN | 0.03 | 0.010000 | 0.000000 | NaN | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | NaN | 0.000000 | 0.01 | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | NaN | 0.000000 | NaN | NaN | 0.000000 | NaN | 0.00 | NaN | NaN | NaN | 0.010000 | 0.00 | NaN | 0.01 | 0.000000 | 0.000000 | 0.01 | NaN | NaN | NaN | 0.000000 | 0.000000 | NaN | 0.00 | 0.000000 | NaN | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.030000 | NaN | 0.030000 | NaN | NaN | NaN | NaN | NaN | 0.010000 | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | 0.00 | NaN | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | NaN | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.050000 | 0.02 | 0.000000 | 0.00 | NaN | NaN | 0.010000 | 0.010000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 | NaN | 0.010000 | NaN | 0.00 | 0.000000 | NaN | 0.010000 | 0.000000 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | 0.000000 | NaN | 0.000000 | NaN | NaN | 0.01 | 0.000000 | 0.05 | 0.02 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | NaN | 0.000000 | NaN | 0.000000 | NaN | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 |
| 10 | MA | 0.000000 | 0.00 | 0.000000 | NaN | NaN | 0.00 | 0.012048 | NaN | 0.000000 | 0.012048 | NaN | NaN | 0.000000 | 0.000000 | 0.120482 | 0.000000 | 0.00 | 0.00 | NaN | 0.000000 | NaN | NaN | 0.00 | NaN | NaN | 0.00 | NaN | NaN | NaN | 0.012048 | 0.000000 | 0.000000 | 0.00 | NaN | NaN | 0.00 | 0.000000 | NaN | NaN | NaN | NaN | 0.000000 | NaN | 0.00000 | 0.00 | 0.000000 | NaN | NaN | NaN | NaN | 0.012048 | 0.000000 | NaN | NaN | 0.012048 | 0.000000 | NaN | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | NaN | 0.024096 | NaN | 0.00 | NaN | NaN | 0.000000 | 0.00 | 0.012048 | 0.012048 | 0.00 | NaN | NaN | 0.012048 | NaN | NaN | 0.00 | 0.060241 | 0.012048 | NaN | 0.000000 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | NaN | 0.000000 | 0.00 | NaN | 0.072289 | 0.036145 | 0.012048 | 0.000000 | 0.00 | NaN | 0.000000 | NaN | NaN | 0.000000 | NaN | 0.00 | NaN | NaN | NaN | 0.000000 | 0.00 | NaN | 0.00 | 0.036145 | 0.000000 | 0.00 | NaN | NaN | NaN | 0.000000 | 0.000000 | NaN | 0.00 | 0.000000 | NaN | 0.00 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.012048 | 0.012048 | NaN | NaN | 0.000000 | 0.00 | NaN | 0.024096 | 0.108434 | 0.00 | 0.00 | 0.00 | NaN | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.012048 | 0.00 | 0.000000 | 0.00 | NaN | NaN | 0.000000 | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | NaN | 0.024096 | NaN | 0.00 | 0.000000 | NaN | 0.024096 | 0.000000 | NaN | 0.024096 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | 0.000000 | NaN | 0.000000 | NaN | NaN | 0.00 | 0.000000 | 0.00 | 0.00 | NaN | 0.012048 | 0.012048 | NaN | NaN | 0.012048 | NaN | NaN | 0.000000 | NaN | NaN | NaN | 0.012048 | NaN | 0.000000 | NaN | 0.012048 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.024096 | 0.000000 | 0.012048 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 11 | OH | 0.020000 | 0.00 | 0.000000 | NaN | NaN | 0.00 | 0.000000 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | NaN | 0.000000 | NaN | NaN | 0.00 | NaN | NaN | 0.00 | NaN | NaN | NaN | 0.000000 | 0.010000 | 0.000000 | 0.00 | NaN | NaN | 0.01 | 0.020000 | NaN | NaN | NaN | NaN | 0.000000 | NaN | 0.01000 | 0.02 | 0.010000 | NaN | NaN | NaN | NaN | 0.000000 | 0.010000 | NaN | NaN | 0.000000 | 0.000000 | NaN | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN | 0.020000 | NaN | 0.01 | NaN | NaN | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | NaN | NaN | 0.000000 | NaN | NaN | 0.00 | 0.030000 | 0.010000 | NaN | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN | 0.000000 | 0.00 | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | NaN | 0.010000 | NaN | NaN | 0.000000 | NaN | 0.01 | NaN | NaN | NaN | 0.000000 | 0.00 | NaN | 0.00 | 0.010000 | 0.000000 | 0.00 | NaN | NaN | NaN | 0.000000 | 0.010000 | NaN | 0.01 | 0.000000 | NaN | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.040000 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | 0.010000 | 0.030000 | 0.000000 | NaN | NaN | 0.000000 | 0.03 | NaN | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.01 | NaN | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.020000 | 0.00 | 0.010000 | 0.00 | NaN | NaN | 0.010000 | 0.010000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | NaN | 0.010000 | NaN | 0.01 | 0.000000 | NaN | 0.000000 | 0.000000 | NaN | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | 0.000000 | NaN | 0.000000 | NaN | NaN | 0.00 | 0.000000 | 0.11 | 0.04 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | NaN | 0.000000 | NaN | 0.000000 | NaN | 0.000000 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.020000 | 0.01 | 0.03 | 0.000000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.07 | 0.05 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.06 |
| 12 | TX | 0.010000 | 0.03 | 0.000000 | NaN | NaN | 0.01 | 0.000000 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | 0.000000 | 0.090000 | 0.020000 | 0.01 | 0.00 | NaN | 0.000000 | NaN | NaN | 0.00 | NaN | NaN | 0.00 | NaN | NaN | NaN | 0.000000 | 0.020000 | 0.010000 | 0.01 | NaN | NaN | 0.00 | 0.000000 | NaN | NaN | NaN | NaN | 0.000000 | NaN | 0.03000 | 0.02 | 0.000000 | NaN | NaN | NaN | NaN | 0.010000 | 0.010000 | NaN | NaN | 0.000000 | 0.010000 | NaN | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN | 0.060000 | NaN | 0.00 | NaN | NaN | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.01 | NaN | NaN | 0.000000 | NaN | NaN | 0.01 | 0.010000 | 0.000000 | NaN | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | NaN | 0.000000 | 0.00 | NaN | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.01 | NaN | 0.000000 | NaN | NaN | 0.030000 | NaN | 0.01 | NaN | NaN | NaN | 0.000000 | 0.01 | NaN | 0.00 | 0.070000 | 0.000000 | 0.00 | NaN | NaN | NaN | 0.000000 | 0.000000 | NaN | 0.02 | 0.000000 | NaN | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.050000 | NaN | 0.010000 | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.060000 | 0.000000 | NaN | NaN | 0.010000 | 0.00 | NaN | 0.010000 | 0.000000 | 0.02 | 0.00 | 0.00 | NaN | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.050000 | 0.01 | 0.000000 | 0.01 | NaN | NaN | 0.000000 | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.00 | NaN | 0.000000 | NaN | 0.00 | 0.000000 | NaN | 0.020000 | 0.070000 | NaN | 0.010000 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 | 0.000000 | NaN | 0.000000 | NaN | NaN | 0.01 | 0.000000 | 0.00 | 0.00 | NaN | 0.000000 | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | 0.000000 | NaN | NaN | NaN | 0.000000 | NaN | 0.000000 | NaN | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
Printing out the size of the concatenated DF:
(13, 281)
This implies that the above dataframe contains 13 unique Tennis event destinations which amount to an aggregate of 281 unique venue categories, among the 13 destinations. The 13 different Tennis event destinations are clustered against one another through computing the common venue categories shared between the different destinations (i.e. the venue categories similarity between any 2 given neighborhoods)
Cleaining the DF and replacing all 'NaN' with value of '0' to run the clustering algorithm:
| Event_Venue | American Restaurant | Art Gallery | Arts & Crafts Store | Arts & Entertainment | Asian Restaurant | Athletics & Sports | Auditorium | Australian Restaurant | Automotive Shop | BBQ Joint | Baby Store | Bagel Shop | Bakery | Bank | Bar | Basketball Court | Basketball Stadium | Beach | Beer Bar | Beer Garden | Bike Rental / Bike Share | Bistro | Boat or Ferry | Bookstore | Botanical Garden | Boutique | Brewery | Bridal Shop | Bridge | Buffet | Building | Burger Joint | Bus Line | Bus Station | Bus Stop | Business Center | Café | Camera Store | Candy Store | Casino | Chinese Restaurant | Church | Circus | Clothing Store | Cocktail Bar | Coffee Shop | College Baseball Diamond | College Classroom | College Stadium | Comedy Club | Concert Hall | Conference Room | Convention Center | Corporate Cafeteria | Cosmetics Shop | Coworking Space | Creperie | Cuban Restaurant | Deli / Bodega | Diner | Doctor's Office | Donut Shop | Eastern European Restaurant | Event Space | Exhibit | Factory | Fair | Farm | Fast Food Restaurant | Food & Drink Shop | Food Court | Food Service | Food Truck | Fountain | French Restaurant | Fried Chicken Joint | Furniture / Home Store | Garden | Gas Station | General Entertainment | Gift Shop | Gourmet Shop | Government Building | Grocery Store | Gym | Gym / Fitness Center | Hardware Store | Health & Beauty Service | High School | Historic Site | History Museum | Hockey Arena | Hockey Field | Hot Dog Joint | Hotel | Hotel Bar | Hotel Pool | Ice Cream Shop | Indian Restaurant | Indoor Play Area | Italian Restaurant | Jewelry Store | Juice Bar | Karaoke Bar | Kitchen Supply Store | Korean Restaurant | Laundry Service | Light Rail Station | Lingerie Store | Liquor Store | Lounge | Massage Studio | Mediterranean Restaurant | Meeting Room | Men's Store | Metro Station | Mexican Restaurant | Middle School | Mini Golf | Miscellaneous Shop | Mobile Phone Shop | Monument / Landmark | Movie Theater | Museum | Music Venue | Nightclub | Office | Optical Shop | Other Great Outdoors | Other Repair Shop | Outdoor Event Space | Outdoor Sculpture | Outdoors & Recreation | Paper / Office Supplies Store | Park | Parking | Performing Arts Venue | Perfume Shop | Pet Store | Pharmacy | Photography Lab | Physical Therapist | Pizza Place | Platform | Plaza | Police Station | Pool | Pool Hall | Post Office | Pub | Public Art | Public Bathroom | Real Estate Office | Recreation Center | Recycling Facility | Rental Car Location | Residential Building (Apartment / Condo) | Restaurant | Rock Club | Roof Deck | Rugby Stadium | Salad Place | Salon / Barbershop | Sandwich Place | Scenic Lookout | Sculpture Garden | Seafood Restaurant | Shoe Repair | Shoe Store | Shopping Plaza | Skating Rink | Smoke Shop | Snack Place | Soccer Stadium | Souvenir Shop | Spa | Sporting Event | Sporting Goods Shop | Sports Bar | Sports Club | Stadium | Stationery Store | Steakhouse | Strip Club | Supermarket | Sushi Restaurant | Swiss Restaurant | TV Station | Taco Place | Tailor Shop | Tattoo Parlor | Taxi Stand | Tea Room | Tech Startup | Temple | Tennis Court | Tennis Stadium | Toy / Game Store | Train Station | Tram Station | Transportation Service | Travel Lounge | University | Vacation Rental | Vegetarian / Vegan Restaurant | Video Store | Warehouse | Warehouse Store | Whisky Bar | Wine Bar | Wine Shop | Women's Store | Yoga Studio | ATM | Accessories Store | Advertising Agency | Arcade | Baseball Field | Big Box Store | Bike Shop | Business Service | Capitol Building | Comfort Food Restaurant | Construction & Landscaping | Convenience Store | Dentist's Office | Department Store | Dessert Shop | Discount Store | Dive Bar | Dog Run | EV Charging Station | Electronics Store | Fabric Shop | Field | Fire Station | Fish & Chips Shop | Food | Gastropub | General Travel | German Restaurant | Golf Course | Harbor / Marina | Hospital | Housing Development | Kids Store | Latin American Restaurant | Market | Moving Target | Nail Salon | Newsstand | Nightlife Spot | Non-Profit | Other Nightlife | Peruvian Restaurant | Pet Service | Planetarium | Playground | Preschool | Professional & Other Places | Radio Station | River | School | Shopping Mall | Skate Park | Soccer Field | Speakeasy | Storage Facility | Student Center | Supplement Shop | Surf Spot | Thai Restaurant | Theater | Theme Park | Theme Park Ride / Attraction | Thrift / Vintage Store | Toll Booth | Tourist Information Center | Trail | Water Park | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Aus Open | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.02 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.150000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.02 | 0.00 | 0.000000 | 0.05 | 0.13 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.06 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 1 | French Open | 0.000000 | 0.01 | 0.000000 | 0.05 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.020000 | 0.000000 | 0.02 | 0.00 | 0.02 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00000 | 0.00 | 0.000000 | 0.00 | 0.04 | 0.01 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.04 | 0.000000 | 0.00 | 0.02 | 0.02 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.030000 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.010000 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.030000 | 0.000000 | 0.01 | 0.070000 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.17 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 2 | Rod_Laver_Chicago | 0.010000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.090000 | 0.010000 | 0.05 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.03 | 0.01 | 0.02 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.01000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.060000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.040000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.020000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.06 | 0.00 | 0.00 | 0.000000 | 0.040000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.040000 | 0.00 | 0.080000 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 3 | Rod_Laver_Czech | 0.000000 | 0.01 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.08000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.020000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.020000 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.03 | 0.00 | 0.140000 | 0.000000 | 0.00 | 0.02 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.020000 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 | 0.03 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.040000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 4 | Rod_Laver_Swizz | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.030000 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.00 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.08 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.010000 | 0.000000 | 0.01 | 0.050000 | 0.03 | 0.00 | 0.02 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.010000 | 0.020000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.02 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.070000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.02 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.02 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.03 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.010000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 5 | US Open | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.05000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.110000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.030000 | 0.00 | 0.01 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.05 | 0.22 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 6 | Wimbledon | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.060000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.01 | 0.070000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.01 | 0.010000 | 0.020000 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.020000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.110000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.02 | 0.02 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.02 | 0.01 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 7 | AZ | 0.020202 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.030303 | 0.000000 | 0.00 | 0.00 | 0.020202 | 0.010101 | 0.030303 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.070707 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040404 | 0.00 | 0.00000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.00 | 0.020202 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.020202 | 0.000000 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.020202 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.030303 | 0.010101 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010101 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.030303 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020202 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.040404 | 0.020202 | 0.000000 | 0.000000 | 0.010101 | 0.020202 | 0.010101 | 0.000000 | 0.000000 | 0.010101 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.010101 | 0.000000 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 |
| 8 | CA | 0.000000 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.065574 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.00 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.04918 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.032787 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.032787 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.016393 | 0.016393 | 0.032787 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.00 | 0.032787 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.032787 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.032787 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.032787 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.016393 | 0.016393 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.016393 | 0.00 | 0.032787 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 9 | FL | 0.020000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.12 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.030000 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.05 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 |
| 10 | MA | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.120482 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.00 | 0.024096 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.060241 | 0.012048 | 0.00 | 0.000000 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.072289 | 0.036145 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.036145 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.024096 | 0.108434 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.024096 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.024096 | 0.000000 | 0.00 | 0.024096 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.024096 | 0.000000 | 0.012048 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 11 | OH | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.020000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.010000 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.040000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.030000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.03 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.11 | 0.04 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.020000 | 0.01 | 0.03 | 0.000000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.07 | 0.05 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.06 |
| 12 | TX | 0.010000 | 0.03 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.090000 | 0.020000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.020000 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.03000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.060000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.030000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.070000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.050000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.060000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.020000 | 0.070000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
Determing the optimal number of clusters to initate to classify the 6 candidate locations using 'Elbow Method' and 'Silhoutte Method':
[ 2 3 4 5 6 7 8 9 10 11] [0.11791793236653304, 0.12470947616876156, 0.12194144381406706, 0.11199609810981329, 0.09673824559027976, 0.07359790512081775, 0.056653659471948545, 0.061144107701112574, 0.050284327439997986, 0.03430166590086462]
Using the resulst of the 'Silhoutte Method (number of clusters with highest score)', 4 clusters were chosen to execute the 'KMeans' algorithm (Although the graph peaks at 3, there is a marginal drop in the Silhoutte score when cluster size varies from 3 to 4 clusters):
array([1, 2, 3, 0, 0, 1, 0, 0, 0, 2, 3, 2, 3])
| Cluster_Labels | Event_Venue | American Restaurant | Art Gallery | Arts & Crafts Store | Arts & Entertainment | Asian Restaurant | Athletics & Sports | Auditorium | Australian Restaurant | Automotive Shop | BBQ Joint | Baby Store | Bagel Shop | Bakery | Bank | Bar | Basketball Court | Basketball Stadium | Beach | Beer Bar | Beer Garden | Bike Rental / Bike Share | Bistro | Boat or Ferry | Bookstore | Botanical Garden | Boutique | Brewery | Bridal Shop | Bridge | Buffet | Building | Burger Joint | Bus Line | Bus Station | Bus Stop | Business Center | Café | Camera Store | Candy Store | Casino | Chinese Restaurant | Church | Circus | Clothing Store | Cocktail Bar | Coffee Shop | College Baseball Diamond | College Classroom | College Stadium | Comedy Club | Concert Hall | Conference Room | Convention Center | Corporate Cafeteria | Cosmetics Shop | Coworking Space | Creperie | Cuban Restaurant | Deli / Bodega | Diner | Doctor's Office | Donut Shop | Eastern European Restaurant | Event Space | Exhibit | Factory | Fair | Farm | Fast Food Restaurant | Food & Drink Shop | Food Court | Food Service | Food Truck | Fountain | French Restaurant | Fried Chicken Joint | Furniture / Home Store | Garden | Gas Station | General Entertainment | Gift Shop | Gourmet Shop | Government Building | Grocery Store | Gym | Gym / Fitness Center | Hardware Store | Health & Beauty Service | High School | Historic Site | History Museum | Hockey Arena | Hockey Field | Hot Dog Joint | Hotel | Hotel Bar | Hotel Pool | Ice Cream Shop | Indian Restaurant | Indoor Play Area | Italian Restaurant | Jewelry Store | Juice Bar | Karaoke Bar | Kitchen Supply Store | Korean Restaurant | Laundry Service | Light Rail Station | Lingerie Store | Liquor Store | Lounge | Massage Studio | Mediterranean Restaurant | Meeting Room | Men's Store | Metro Station | Mexican Restaurant | Middle School | Mini Golf | Miscellaneous Shop | Mobile Phone Shop | Monument / Landmark | Movie Theater | Museum | Music Venue | Nightclub | Office | Optical Shop | Other Great Outdoors | Other Repair Shop | Outdoor Event Space | Outdoor Sculpture | Outdoors & Recreation | Paper / Office Supplies Store | Park | Parking | Performing Arts Venue | Perfume Shop | Pet Store | Pharmacy | Photography Lab | Physical Therapist | Pizza Place | Platform | Plaza | Police Station | Pool | Pool Hall | Post Office | Pub | Public Art | Public Bathroom | Real Estate Office | Recreation Center | Recycling Facility | Rental Car Location | Residential Building (Apartment / Condo) | Restaurant | Rock Club | Roof Deck | Rugby Stadium | Salad Place | Salon / Barbershop | Sandwich Place | Scenic Lookout | Sculpture Garden | Seafood Restaurant | Shoe Repair | Shoe Store | Shopping Plaza | Skating Rink | Smoke Shop | Snack Place | Soccer Stadium | Souvenir Shop | Spa | Sporting Event | Sporting Goods Shop | Sports Bar | Sports Club | Stadium | Stationery Store | Steakhouse | Strip Club | Supermarket | Sushi Restaurant | Swiss Restaurant | TV Station | Taco Place | Tailor Shop | Tattoo Parlor | Taxi Stand | Tea Room | Tech Startup | Temple | Tennis Court | Tennis Stadium | Toy / Game Store | Train Station | Tram Station | Transportation Service | Travel Lounge | University | Vacation Rental | Vegetarian / Vegan Restaurant | Video Store | Warehouse | Warehouse Store | Whisky Bar | Wine Bar | Wine Shop | Women's Store | Yoga Studio | ATM | Accessories Store | Advertising Agency | Arcade | Baseball Field | Big Box Store | Bike Shop | Business Service | Capitol Building | Comfort Food Restaurant | Construction & Landscaping | Convenience Store | Dentist's Office | Department Store | Dessert Shop | Discount Store | Dive Bar | Dog Run | EV Charging Station | Electronics Store | Fabric Shop | Field | Fire Station | Fish & Chips Shop | Food | Gastropub | General Travel | German Restaurant | Golf Course | Harbor / Marina | Hospital | Housing Development | Kids Store | Latin American Restaurant | Market | Moving Target | Nail Salon | Newsstand | Nightlife Spot | Non-Profit | Other Nightlife | Peruvian Restaurant | Pet Service | Planetarium | Playground | Preschool | Professional & Other Places | Radio Station | River | School | Shopping Mall | Skate Park | Soccer Field | Speakeasy | Storage Facility | Student Center | Supplement Shop | Surf Spot | Thai Restaurant | Theater | Theme Park | Theme Park Ride / Attraction | Thrift / Vintage Store | Toll Booth | Tourist Information Center | Trail | Water Park | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Aus Open | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.02 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.150000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.02 | 0.00 | 0.000000 | 0.05 | 0.13 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.06 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 1 | 2 | French Open | 0.000000 | 0.01 | 0.000000 | 0.05 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.020000 | 0.000000 | 0.02 | 0.00 | 0.02 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00000 | 0.00 | 0.000000 | 0.00 | 0.04 | 0.01 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.04 | 0.000000 | 0.00 | 0.02 | 0.02 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.030000 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.010000 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.030000 | 0.000000 | 0.01 | 0.070000 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.17 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 2 | 3 | Rod_Laver_Chicago | 0.010000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.090000 | 0.010000 | 0.05 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.03 | 0.01 | 0.02 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.01000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.060000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.040000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.020000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.06 | 0.00 | 0.00 | 0.000000 | 0.040000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.040000 | 0.00 | 0.080000 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 3 | 0 | Rod_Laver_Czech | 0.000000 | 0.01 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.08000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.020000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.020000 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.02 | 0.00 | 0.01 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.03 | 0.00 | 0.140000 | 0.000000 | 0.00 | 0.02 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.020000 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 | 0.03 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.040000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 4 | 0 | Rod_Laver_Swizz | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.030000 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.00 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.08 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.010000 | 0.000000 | 0.01 | 0.050000 | 0.03 | 0.00 | 0.02 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.010000 | 0.010000 | 0.020000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.02 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.070000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.02 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.02 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.03 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.010000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 5 | 1 | US Open | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.05000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.110000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.030000 | 0.00 | 0.01 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.030000 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.05 | 0.22 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 6 | 0 | Wimbledon | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.060000 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.01 | 0.070000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.01 | 0.010000 | 0.020000 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.020000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.110000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.02 | 0.02 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.02 | 0.01 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 7 | 0 | AZ | 0.020202 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.030303 | 0.000000 | 0.00 | 0.00 | 0.020202 | 0.010101 | 0.030303 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.070707 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040404 | 0.00 | 0.00000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.00 | 0.020202 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.020202 | 0.000000 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.020202 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.030303 | 0.010101 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010101 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.030303 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.010101 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.020202 | 0.000000 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.040404 | 0.020202 | 0.000000 | 0.000000 | 0.010101 | 0.020202 | 0.010101 | 0.000000 | 0.000000 | 0.010101 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.010101 | 0.010101 | 0.000000 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.010101 | 0.00 |
| 8 | 0 | CA | 0.000000 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.032787 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.065574 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.00 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.04918 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.032787 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.032787 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.016393 | 0.016393 | 0.032787 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.00 | 0.032787 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.032787 | 0.00 | 0.00 | 0.016393 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.032787 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.016393 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.032787 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.032787 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.016393 | 0.016393 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.016393 | 0.00 | 0.032787 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.016393 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.016393 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 9 | 2 | FL | 0.020000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.12 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.040000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.03 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.030000 | 0.00 | 0.030000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.05 | 0.02 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.000000 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.000000 | 0.00 |
| 10 | 3 | MA | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.120482 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.00 | 0.024096 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.060241 | 0.012048 | 0.00 | 0.000000 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.072289 | 0.036145 | 0.012048 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.036145 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.024096 | 0.108434 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.024096 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.024096 | 0.000000 | 0.00 | 0.024096 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.012048 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.012048 | 0.024096 | 0.000000 | 0.012048 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
| 11 | 2 | OH | 0.020000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.01 | 0.020000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01000 | 0.02 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.020000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.030000 | 0.010000 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.040000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.030000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.03 | 0.00 | 0.010000 | 0.000000 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.020000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.11 | 0.04 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.01 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.020000 | 0.01 | 0.03 | 0.000000 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.010000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.07 | 0.05 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.06 |
| 12 | 3 | TX | 0.010000 | 0.03 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.090000 | 0.020000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.020000 | 0.010000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.03000 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.060000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.010000 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.01 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.030000 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.070000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.02 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.010000 | 0.000000 | 0.050000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.060000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.050000 | 0.01 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.020000 | 0.070000 | 0.00 | 0.010000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.000000 | 0.000000 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.010000 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.000000 | 0.00 |
Find the 10 most common venue categories for each of the tennis stadiums & labelling each of the 13 stadiums into different clusters:
| Event_Venue | Cluster_Labels | 1st most common category | 2nd most common category | 3rd most common category | 4th most common category | 5th most common category | 6th most common category | 7th most common category | 8th most common category | 9th most common category | 10th most common category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Rod_Laver_Czech | 0 | Lounge | Clothing Store | Sporting Goods Shop | Shoe Store | Skating Rink | Lingerie Store | Women's Store | Cosmetics Shop | Jewelry Store | Public Bathroom |
| 1 | Rod_Laver_Swizz | 0 | Convention Center | Hotel | Event Space | Exhibit | Restaurant | Parking | Café | Bank | Fair | Mediterranean Restaurant |
| 2 | Wimbledon | 0 | Platform | Coffee Shop | Bank | Fast Food Restaurant | Bus Stop | Salon / Barbershop | Office | Shoe Store | Grocery Store | Stationery Store |
| 3 | AZ | 0 | Building | Convenience Store | Church | Mexican Restaurant | Bar | Salon / Barbershop | Automotive Shop | American Restaurant | Baseball Field | Bakery |
| 4 | CA | 0 | Building | Clothing Store | Pharmacy | Sporting Goods Shop | Café | Department Store | Big Box Store | Coworking Space | Doctor's Office | Bank |
| 5 | Aus Open | 1 | Event Space | Tennis Stadium | Warehouse | General Entertainment | Tennis Court | Café | Concert Hall | Food Service | Australian Restaurant | Bridge |
| 6 | US Open | 1 | Tennis Stadium | General Entertainment | Tennis Court | Clothing Store | Lounge | Bar | Sporting Goods Shop | Sandwich Place | Food Court | Hot Dog Joint |
| 7 | French Open | 2 | Tennis Court | Stadium | Arts & Entertainment | College Classroom | French Restaurant | Event Space | Sporting Goods Shop | Office | Garden | Bus Stop |
| 8 | FL | 2 | Beach | Tennis Court | Residential Building (Apartment / Condo) | Café | Gas Station | Office | Other Great Outdoors | Boat or Ferry | Harbor / Marina | Cuban Restaurant |
| 9 | OH | 2 | Tennis Court | Theme Park | Water Park | Theme Park Ride / Attraction | Office | Tennis Stadium | General Entertainment | Parking | Photography Lab | Golf Course |
| 10 | Rod_Laver_Chicago | 3 | Bar | Stadium | General Entertainment | Outdoor Sculpture | Basketball Stadium | Sports Bar | Parking | Hockey Arena | Bus Line | Sporting Goods Shop |
| 11 | MA | 3 | Bar | Platform | Hockey Arena | General Entertainment | Hockey Field | Lounge | Pizza Place | Sporting Goods Shop | Moving Target | Event Space |
| 12 | TX | 3 | Bar | Sports Bar | Lounge | Event Space | Parking | Office | Residential Building (Apartment / Condo) | Italian Restaurant | Clothing Store | Art Gallery |
master_set = master_tennis_most_common.sort_values(by = ['Cluster_Labels']).reset_index(drop=True)
master_set = master_set.drop(master_set.index[[0,1,2,5,7,10]]).reset_index(drop=True)
#Bubble Sort:
temp = master_set.iloc[0].copy()
master_set.iloc[0] = master_set.iloc[2]
master_set.iloc[2] = temp
master_set
| Event_Venue | Cluster_Labels | 1st most common category | 2nd most common category | 3rd most common category | 4th most common category | 5th most common category | 6th most common category | 7th most common category | 8th most common category | 9th most common category | 10th most common category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | US Open | 1 | Tennis Stadium | General Entertainment | Tennis Court | Clothing Store | Lounge | Bar | Sporting Goods Shop | Sandwich Place | Food Court | Hot Dog Joint |
| 1 | CA | 0 | Building | Clothing Store | Pharmacy | Sporting Goods Shop | Café | Department Store | Big Box Store | Coworking Space | Doctor's Office | Bank |
| 2 | AZ | 0 | Building | Convenience Store | Church | Mexican Restaurant | Bar | Salon / Barbershop | Automotive Shop | American Restaurant | Baseball Field | Bakery |
| 3 | FL | 2 | Beach | Tennis Court | Residential Building (Apartment / Condo) | Café | Gas Station | Office | Other Great Outdoors | Boat or Ferry | Harbor / Marina | Cuban Restaurant |
| 4 | OH | 2 | Tennis Court | Theme Park | Water Park | Theme Park Ride / Attraction | Office | Tennis Stadium | General Entertainment | Parking | Photography Lab | Golf Course |
| 5 | MA | 3 | Bar | Platform | Hockey Arena | General Entertainment | Hockey Field | Lounge | Pizza Place | Sporting Goods Shop | Moving Target | Event Space |
| 6 | TX | 3 | Bar | Sports Bar | Lounge | Event Space | Parking | Office | Residential Building (Apartment / Condo) | Italian Restaurant | Clothing Store | Art Gallery |
Utilizing 'Folium Map' to visualize the location of Miami stadium, in Florida, on a map:
After running the KMeans clustering algorithm on a list of 13 city venues, the city stadiums in the states of 'AZ - Arizona', 'MA - Massachusetts', 'CA- California', 'OH - Ohio' and 'FL-Florida' are found to differ, in neighborhood similarity from the Great stadiums of 'US Open', 'Wimbledon' and 'Chicago Laver Cup' tournament. After exploring each of the 5 shortlisted city destinations in the states of (AZ, MA, CA, FL, OH), it is found that Miami, FL currently does not yet have the sports infrastructure to host an event such as the Laver Cup, in the short-listed location. Since, the Laver Cup is scheduled to be hosted around last of September, 9 months may be too short of a time period for the Federation to fully equip the 'Crandon Tennis Center' with the facilities and environment conducive of creating an ultimate and world-class Tennis experience for the fans. As such, Miami, Florida has been taken off as a candidate city for 2020, however, it may be a hot candidate to choose when the Cup is back to the US, in 2022.
Palm Springs, CA; Boston, MA; Cincinatti, OH; Dallas, TX and Phoenix, AZ are the remaining venues from which Laver Cup Committee much choose to host the next Laver Cup.
NOTE: Since Palm Springs, CA and Cincinatti already host major ATP tournaments, the committee has decided to choose a "fresh venue" for this year's Laver Cup. This leaves the committee to choose between Boston, MA; Dallas, TX and Phoenix, AZ as the final 3 candidate cities to choose from.
To finally choose which one of the 3 cities is closer to U.S. Open in terms of neighborhood similarity of cultivating and inculcating a true Tennis fan experience, another clustering algorithm will be utilized to determine which of the 3 cities matches closer to the neighborhood of the famous 'Flushing Meadows' sports arena.
Displaying Top 10 most common venues between US Open Stadium, Dallas Stadium, Boston Stadium and Phoenix Stadium:
| Event_Venue | 1st most common category | 2nd most common category | 3rd most common category | 4th most common category | 5th most common category | 6th most common category | 7th most common category | 8th most common category | 9th most common category | 10th most common category | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | AZ | Building | Convenience Store | Church | Mexican Restaurant | Bar | Salon / Barbershop | Automotive Shop | American Restaurant | Baseball Field | Bakery |
| 6 | US Open | Tennis Stadium | General Entertainment | Tennis Court | Clothing Store | Lounge | Bar | Sporting Goods Shop | Sandwich Place | Food Court | Hot Dog Joint |
| 11 | MA | Bar | Platform | Hockey Arena | General Entertainment | Hockey Field | Lounge | Pizza Place | Sporting Goods Shop | Moving Target | Event Space |
| 12 | TX | Bar | Sports Bar | Lounge | Event Space | Parking | Office | Residential Building (Apartment / Condo) | Italian Restaurant | Clothing Store | Art Gallery |
(11, 4) (282, 4)
Comparing the top 25 most common venue categories around "US Open" with the category of venues found around stadiums of 'Phoenix', 'Boston' and 'Dallas'.
| General Entertainment | Clothing Store | Tennis Court | Lounge | Sporting Goods Shop | Sandwich Place | Bar | Restaurant | Hot Dog Joint | Cocktail Bar | Seafood Restaurant | Ice Cream Shop | Wine Bar | Event Space | Food Court | Deli / Bodega | Food & Drink Shop | Salad Place | Cuban Restaurant | Sculpture Garden | Fountain | Creperie | Coffee Shop | Fast Food Restaurant | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| US Open | 23.540000 | 10.70 | 10.7 | 8.560000 | 6.420000 | 6.420000 | 6.420000 | 4.28 | 4.280000 | 4.28 | 4.28 | 4.280000 | 4.280000 | 4.280000 | 4.280000 | 2.14 | 2.14 | 2.14 | 2.14 | 2.14 | 2.14 | 2.14 | 2.140000 | 2.14 |
| Boston | 10.963855 | 0.00 | 0.0 | 6.578313 | 4.385542 | 0.000000 | 21.927711 | 0.00 | 2.192771 | 0.00 | 0.00 | 0.000000 | 2.192771 | 4.385542 | 2.192771 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.00 |
| Phoenix | 0.000000 | 0.00 | 0.0 | 0.000000 | 0.000000 | 1.838384 | 5.515152 | 0.00 | 0.000000 | 0.00 | 0.00 | 1.838384 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.838384 | 0.00 |
| Dallas | 1.820000 | 5.46 | 0.0 | 12.740000 | 3.640000 | 0.000000 | 16.380000 | 1.82 | 0.000000 | 3.64 | 0.00 | 0.000000 | 0.000000 | 10.920000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 1.82 |
Visualizing the top 24 most common venue types found around Arthur Ashe Stadium.
Note: The most common venue type, 'Tennis Stadium' has been intentionally removed, as the stadaium(s) are not counted for neighborhood analysis purposes.
Visualizing the top 24 most common venue types found around Arthur Ashe Stadium as a 'HeatMap'
Filtering the DF to only include 'U.S. Open', 'AZ', 'TX' and 'MA':
| Cluster_Labels | Event_Venue | American Restaurant | Art Gallery | Arts & Crafts Store | Arts & Entertainment | Asian Restaurant | Athletics & Sports | Auditorium | Australian Restaurant | Automotive Shop | BBQ Joint | Baby Store | Bagel Shop | Bakery | Bank | Bar | Basketball Court | Basketball Stadium | Beach | Beer Bar | Beer Garden | Bike Rental / Bike Share | Bistro | Boat or Ferry | Bookstore | Botanical Garden | Boutique | Brewery | Bridal Shop | Bridge | Buffet | Building | Burger Joint | Bus Line | Bus Station | Bus Stop | Business Center | Café | Camera Store | Candy Store | Casino | Chinese Restaurant | Church | Circus | Clothing Store | Cocktail Bar | Coffee Shop | College Baseball Diamond | College Classroom | College Stadium | Comedy Club | Concert Hall | Conference Room | Convention Center | Corporate Cafeteria | Cosmetics Shop | Coworking Space | Creperie | Cuban Restaurant | Deli / Bodega | Diner | Doctor's Office | Donut Shop | Eastern European Restaurant | Event Space | Exhibit | Factory | Fair | Farm | Fast Food Restaurant | Food & Drink Shop | Food Court | Food Service | Food Truck | Fountain | French Restaurant | Fried Chicken Joint | Furniture / Home Store | Garden | Gas Station | General Entertainment | Gift Shop | Gourmet Shop | Government Building | Grocery Store | Gym | Gym / Fitness Center | Hardware Store | Health & Beauty Service | High School | Historic Site | History Museum | Hockey Arena | Hockey Field | Hot Dog Joint | Hotel | Hotel Bar | Hotel Pool | Ice Cream Shop | Indian Restaurant | Indoor Play Area | Italian Restaurant | Jewelry Store | Juice Bar | Karaoke Bar | Kitchen Supply Store | Korean Restaurant | Laundry Service | Light Rail Station | Lingerie Store | Liquor Store | Lounge | Massage Studio | Mediterranean Restaurant | Meeting Room | Men's Store | Metro Station | Mexican Restaurant | Middle School | Mini Golf | Miscellaneous Shop | Mobile Phone Shop | Monument / Landmark | Movie Theater | Museum | Music Venue | Nightclub | Office | Optical Shop | Other Great Outdoors | Other Repair Shop | Outdoor Event Space | Outdoor Sculpture | Outdoors & Recreation | Paper / Office Supplies Store | Park | Parking | Performing Arts Venue | Perfume Shop | Pet Store | Pharmacy | Photography Lab | Physical Therapist | Pizza Place | Platform | Plaza | Police Station | Pool | Pool Hall | Post Office | Pub | Public Art | Public Bathroom | Real Estate Office | Recreation Center | Recycling Facility | Rental Car Location | Residential Building (Apartment / Condo) | Restaurant | Rock Club | Roof Deck | Rugby Stadium | Salad Place | Salon / Barbershop | Sandwich Place | Scenic Lookout | Sculpture Garden | Seafood Restaurant | Shoe Repair | Shoe Store | Shopping Plaza | Skating Rink | Smoke Shop | Snack Place | Soccer Stadium | Souvenir Shop | Spa | Sporting Event | Sporting Goods Shop | Sports Bar | Sports Club | Stadium | Stationery Store | Steakhouse | Strip Club | Supermarket | Sushi Restaurant | Swiss Restaurant | TV Station | Taco Place | Tailor Shop | Tattoo Parlor | Taxi Stand | Tea Room | Tech Startup | Temple | Tennis Court | Tennis Stadium | Toy / Game Store | Train Station | Tram Station | Transportation Service | Travel Lounge | University | Vacation Rental | Vegetarian / Vegan Restaurant | Video Store | Warehouse | Warehouse Store | Whisky Bar | Wine Bar | Wine Shop | Women's Store | Yoga Studio | ATM | Accessories Store | Advertising Agency | Arcade | Baseball Field | Big Box Store | Bike Shop | Business Service | Capitol Building | Comfort Food Restaurant | Construction & Landscaping | Convenience Store | Dentist's Office | Department Store | Dessert Shop | Discount Store | Dive Bar | Dog Run | EV Charging Station | Electronics Store | Fabric Shop | Field | Fire Station | Fish & Chips Shop | Food | Gastropub | General Travel | German Restaurant | Golf Course | Harbor / Marina | Hospital | Housing Development | Kids Store | Latin American Restaurant | Market | Moving Target | Nail Salon | Newsstand | Nightlife Spot | Non-Profit | Other Nightlife | Peruvian Restaurant | Pet Service | Planetarium | Playground | Preschool | Professional & Other Places | Radio Station | River | School | Shopping Mall | Skate Park | Soccer Field | Speakeasy | Storage Facility | Student Center | Supplement Shop | Surf Spot | Thai Restaurant | Theater | Theme Park | Theme Park Ride / Attraction | Thrift / Vintage Store | Toll Booth | Tourist Information Center | Trail | Water Park | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | US Open | 0.010000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.010000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.05 | 0.02 | 0.010000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.01 | 0.01 | 0.01 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.020000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.01 | 0.0 | 0.010000 | 0.0 | 0.0 | 0.00 | 0.110000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.0 | 0.020000 | 0.01 | 0.0 | 0.010000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.040000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.0 | 0.010000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.0 | 0.01 | 0.000000 | 0.030000 | 0.0 | 0.01 | 0.02 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030000 | 0.000000 | 0.0 | 0.010000 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.05 | 0.22 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.020000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 |
| 1 | 0 | AZ | 0.020202 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.0 | 0.030303 | 0.000000 | 0.0 | 0.0 | 0.020202 | 0.010101 | 0.030303 | 0.010101 | 0.00 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.070707 | 0.010101 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.040404 | 0.0 | 0.00 | 0.00 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010101 | 0.0 | 0.0 | 0.020202 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.010101 | 0.010101 | 0.020202 | 0.0 | 0.010101 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.010101 | 0.00 | 0.0 | 0.020202 | 0.0 | 0.00 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.00 | 0.0 | 0.0 | 0.000000 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030303 | 0.010101 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.010101 | 0.00 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010101 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.010101 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.0 | 0.00 | 0.030303 | 0.010101 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010101 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.020202 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.0 | 0.0 | 0.040404 | 0.020202 | 0.0 | 0.000000 | 0.010101 | 0.020202 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.00 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.0 | 0.010101 | 0.00 | 0.010101 | 0.010101 | 0.0 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.0 |
| 2 | 3 | MA | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.012048 | 0.0 | 0.000000 | 0.012048 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.120482 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.00 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.000000 | 0.0 | 0.0 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.0 | 0.012048 | 0.0 | 0.024096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.0 | 0.012048 | 0.0 | 0.0 | 0.00 | 0.060241 | 0.012048 | 0.0 | 0.000000 | 0.012048 | 0.012048 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.072289 | 0.036145 | 0.012048 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.036145 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.012048 | 0.000000 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.012048 | 0.012048 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.024096 | 0.108434 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.0 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.024096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.024096 | 0.000000 | 0.0 | 0.024096 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.012048 | 0.012048 | 0.0 | 0.0 | 0.012048 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.0 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.012048 | 0.000000 | 0.0 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.024096 | 0.0 | 0.012048 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 |
| 3 | 3 | TX | 0.010000 | 0.03 | 0.0 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.090000 | 0.020000 | 0.01 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.020000 | 0.010000 | 0.01 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.03 | 0.02 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010000 | 0.010000 | 0.0 | 0.0 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.060000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.010000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.0 | 0.000000 | 0.00 | 0.0 | 0.030000 | 0.0 | 0.01 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.01 | 0.0 | 0.0 | 0.070000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.02 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010000 | 0.000000 | 0.05 | 0.0 | 0.010000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.060000 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.02 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050000 | 0.01 | 0.000000 | 0.01 | 0.0 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.020000 | 0.070000 | 0.0 | 0.010000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.01 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.0 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.010000 | 0.01 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 |
Apply KMeans clustering to the "master_tennis_set_filtered" to find which of the 3 states / 3 candidate cities is closest to U.S. Open in terms of neighborhood similarity:
NOTE: Cluster size is chosen to be 2, since only 4 neighborhoods/destinations are being compared here and we're interested in finding cities which fall under the same cluster/category as U.S Open.
| Event_Venue | Cluster_Labels | American Restaurant | Art Gallery | Arts & Crafts Store | Arts & Entertainment | Asian Restaurant | Athletics & Sports | Auditorium | Australian Restaurant | Automotive Shop | BBQ Joint | Baby Store | Bagel Shop | Bakery | Bank | Bar | Basketball Court | Basketball Stadium | Beach | Beer Bar | Beer Garden | Bike Rental / Bike Share | Bistro | Boat or Ferry | Bookstore | Botanical Garden | Boutique | Brewery | Bridal Shop | Bridge | Buffet | Building | Burger Joint | Bus Line | Bus Station | Bus Stop | Business Center | Café | Camera Store | Candy Store | Casino | Chinese Restaurant | Church | Circus | Clothing Store | Cocktail Bar | Coffee Shop | College Baseball Diamond | College Classroom | College Stadium | Comedy Club | Concert Hall | Conference Room | Convention Center | Corporate Cafeteria | Cosmetics Shop | Coworking Space | Creperie | Cuban Restaurant | Deli / Bodega | Diner | Doctor's Office | Donut Shop | Eastern European Restaurant | Event Space | Exhibit | Factory | Fair | Farm | Fast Food Restaurant | Food & Drink Shop | Food Court | Food Service | Food Truck | Fountain | French Restaurant | Fried Chicken Joint | Furniture / Home Store | Garden | Gas Station | General Entertainment | Gift Shop | Gourmet Shop | Government Building | Grocery Store | Gym | Gym / Fitness Center | Hardware Store | Health & Beauty Service | High School | Historic Site | History Museum | Hockey Arena | Hockey Field | Hot Dog Joint | Hotel | Hotel Bar | Hotel Pool | Ice Cream Shop | Indian Restaurant | Indoor Play Area | Italian Restaurant | Jewelry Store | Juice Bar | Karaoke Bar | Kitchen Supply Store | Korean Restaurant | Laundry Service | Light Rail Station | Lingerie Store | Liquor Store | Lounge | Massage Studio | Mediterranean Restaurant | Meeting Room | Men's Store | Metro Station | Mexican Restaurant | Middle School | Mini Golf | Miscellaneous Shop | Mobile Phone Shop | Monument / Landmark | Movie Theater | Museum | Music Venue | Nightclub | Office | Optical Shop | Other Great Outdoors | Other Repair Shop | Outdoor Event Space | Outdoor Sculpture | Outdoors & Recreation | Paper / Office Supplies Store | Park | Parking | Performing Arts Venue | Perfume Shop | Pet Store | Pharmacy | Photography Lab | Physical Therapist | Pizza Place | Platform | Plaza | Police Station | Pool | Pool Hall | Post Office | Pub | Public Art | Public Bathroom | Real Estate Office | Recreation Center | Recycling Facility | Rental Car Location | Residential Building (Apartment / Condo) | Restaurant | Rock Club | Roof Deck | Rugby Stadium | Salad Place | Salon / Barbershop | Sandwich Place | Scenic Lookout | Sculpture Garden | Seafood Restaurant | Shoe Repair | Shoe Store | Shopping Plaza | Skating Rink | Smoke Shop | Snack Place | Soccer Stadium | Souvenir Shop | Spa | Sporting Event | Sporting Goods Shop | Sports Bar | Sports Club | Stadium | Stationery Store | Steakhouse | Strip Club | Supermarket | Sushi Restaurant | Swiss Restaurant | TV Station | Taco Place | Tailor Shop | Tattoo Parlor | Taxi Stand | Tea Room | Tech Startup | Temple | Tennis Court | Tennis Stadium | Toy / Game Store | Train Station | Tram Station | Transportation Service | Travel Lounge | University | Vacation Rental | Vegetarian / Vegan Restaurant | Video Store | Warehouse | Warehouse Store | Whisky Bar | Wine Bar | Wine Shop | Women's Store | Yoga Studio | ATM | Accessories Store | Advertising Agency | Arcade | Baseball Field | Big Box Store | Bike Shop | Business Service | Capitol Building | Comfort Food Restaurant | Construction & Landscaping | Convenience Store | Dentist's Office | Department Store | Dessert Shop | Discount Store | Dive Bar | Dog Run | EV Charging Station | Electronics Store | Fabric Shop | Field | Fire Station | Fish & Chips Shop | Food | Gastropub | General Travel | German Restaurant | Golf Course | Harbor / Marina | Hospital | Housing Development | Kids Store | Latin American Restaurant | Market | Moving Target | Nail Salon | Newsstand | Nightlife Spot | Non-Profit | Other Nightlife | Peruvian Restaurant | Pet Service | Planetarium | Playground | Preschool | Professional & Other Places | Radio Station | River | School | Shopping Mall | Skate Park | Soccer Field | Speakeasy | Storage Facility | Student Center | Supplement Shop | Surf Spot | Thai Restaurant | Theater | Theme Park | Theme Park Ride / Attraction | Thrift / Vintage Store | Toll Booth | Tourist Information Center | Trail | Water Park | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | US Open | 0 | 0.010000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.010000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.030000 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010000 | 0.010000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.05 | 0.02 | 0.010000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.01 | 0.01 | 0.01 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.020000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.020000 | 0.000000 | 0.00 | 0.01 | 0.0 | 0.010000 | 0.0 | 0.0 | 0.00 | 0.110000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.020000 | 0.00 | 0.00 | 0.0 | 0.020000 | 0.01 | 0.0 | 0.010000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.040000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.01 | 0.0 | 0.010000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.02 | 0.000000 | 0.00 | 0.0 | 0.01 | 0.000000 | 0.030000 | 0.0 | 0.01 | 0.02 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030000 | 0.000000 | 0.0 | 0.010000 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.05 | 0.22 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.020000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 |
| 1 | AZ | 0 | 0.020202 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.0 | 0.030303 | 0.000000 | 0.0 | 0.0 | 0.020202 | 0.010101 | 0.030303 | 0.010101 | 0.00 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.070707 | 0.010101 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.040404 | 0.0 | 0.00 | 0.00 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010101 | 0.0 | 0.0 | 0.020202 | 0.00 | 0.00 | 0.00 | 0.00 | 0.010101 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.010101 | 0.010101 | 0.020202 | 0.0 | 0.010101 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.010101 | 0.00 | 0.0 | 0.020202 | 0.0 | 0.00 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.00 | 0.0 | 0.0 | 0.000000 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.030303 | 0.010101 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.010101 | 0.00 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010101 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.010101 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.010101 | 0.00 | 0.0 | 0.00 | 0.030303 | 0.010101 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010101 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.020202 | 0.0 | 0.0 | 0.00 | 0.010101 | 0.0 | 0.0 | 0.040404 | 0.020202 | 0.0 | 0.000000 | 0.010101 | 0.020202 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.00 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.00 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.0 | 0.010101 | 0.00 | 0.010101 | 0.010101 | 0.0 | 0.010101 | 0.010101 | 0.010101 | 0.010101 | 0.000000 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.0 | 0.010101 | 0.0 | 0.0 | 0.010101 | 0.0 |
| 2 | MA | 1 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.012048 | 0.0 | 0.000000 | 0.012048 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.120482 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.000000 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.00 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.000000 | 0.0 | 0.0 | 0.012048 | 0.00 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.0 | 0.012048 | 0.0 | 0.024096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.012048 | 0.012048 | 0.00 | 0.00 | 0.0 | 0.012048 | 0.0 | 0.0 | 0.00 | 0.060241 | 0.012048 | 0.0 | 0.000000 | 0.012048 | 0.012048 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.072289 | 0.036145 | 0.012048 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.00 | 0.0 | 0.0 | 0.036145 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.012048 | 0.000000 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.012048 | 0.012048 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.024096 | 0.108434 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.00 | 0.000000 | 0.00 | 0.0 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.024096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.024096 | 0.000000 | 0.0 | 0.024096 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.012048 | 0.012048 | 0.0 | 0.0 | 0.012048 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.0 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.012048 | 0.000000 | 0.0 | 0.012048 | 0.000000 | 0.012048 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.012048 | 0.024096 | 0.0 | 0.012048 | 0.00 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.012048 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 |
| 3 | TX | 1 | 0.010000 | 0.03 | 0.0 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.090000 | 0.020000 | 0.01 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.020000 | 0.010000 | 0.01 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.0 | 0.03 | 0.02 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.010000 | 0.010000 | 0.0 | 0.0 | 0.000000 | 0.01 | 0.00 | 0.00 | 0.00 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.060000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.00 | 0.000000 | 0.000000 | 0.01 | 0.00 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.010000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.000000 | 0.01 | 0.01 | 0.0 | 0.000000 | 0.00 | 0.0 | 0.030000 | 0.0 | 0.01 | 0.0 | 0.0 | 0.00 | 0.000000 | 0.01 | 0.0 | 0.0 | 0.070000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.02 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.010000 | 0.000000 | 0.05 | 0.0 | 0.010000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.060000 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.02 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.050000 | 0.01 | 0.000000 | 0.01 | 0.0 | 0.00 | 0.000000 | 0.000000 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.020000 | 0.070000 | 0.0 | 0.010000 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.00 | 0.00 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.01 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.01 | 0.000000 | 0.0 | 0.0 | 0.010000 | 0.000000 | 0.0 | 0.010000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.010000 | 0.01 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.01 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 |
Applying 'PCA' to reduce the dimensionality of the 4 candidate cities into 3 features or dimensions. The cluster centers for the 4 candidate cities can be visualized in the below 3-D projected graph. As can be seen below, 'Phoenix' is identified to be the closest to 'US Open', as compared to 'Boston' and 'Dallas' in the 3-D cluster space.
Note: The 2 clusters can be identified in colors of blue and red, respectively.
Map Center: 'Arizona Veterans Memorial Stadium'
The Multi-sport stadium in Phoenix, AZ is one of the best locations for the respective Tennis Federation / Organization to host the next Laver Cup, to be hosted in 2020*. Since the neighborhood, in terms of the types of venues around the stadium, is most similar to that of the U.S. Open stadium in Flushing Meadows (both 'US Open' and 'AZ' state fall under the same cluster), there's expected to be a good turn-around of tennis fans to watch and support the intensive and celebratory 3-Days Laver Cup event, initiated by Roger Federer and Rod Laver.
On visualizing the neighborhood of Phoenix, AZ, we find a very similar city and lanscape to that of U.S. Open venue, around the 'USTA Billie Jean National Stadium'.
Moreover, both venues ('Arizona Veterans Memorial Stadium' in Phoenix and 'U.S. Open Stadiums' in NYC) have a high number of 'Sandwich places', 'Coffee Shops', 'American Restaurants' and 'Bars'. These venue types are very condusive of a celebratory environment and also attract inter-state and international trourists alike, especially if there's a large sporting event at the heart of it all.
*Update: The Laver Cup committee has chosen Boston, MA as the destination for Laver Cup-2020, which is a great option per the metrics analyzed as part of this Capstone Project. However, the Laver Cup committee may look into the option of hosting the next Laver Cup (hosted outside Europe), to be in Phoenix, AZ for 2022, scheduled from September 25th to 27th. Phoenix, AZ has the famous "Arizona Veterans Memorial Stadium" which is multi-purpose sports auditorium. The committee must look to strategise an expansion plan in and around the stadium to create an ultimate fan experience and bring world of Tennis to the hometown of Arizona. This will be a great opportunity to spread Tennis in southern parts of the US, such as Arizona and Texas, where Tennis is not yet the top 3 sports celebrated, in terms of viewer-ship and sponsorship.